[{"data":1,"prerenderedAt":1244},["ShallowReactive",2],{"site-chrome-en-id":3,"site-chrome-en":-1,"site-chrome-th":-1,"blog-page-en-id":287,"blog-categories-en-id":345,"blog-posts-en-id":365,"article-blog-en-id-\u002Fblog\u002Fhow-to-calculate-shopee-seller-margin":722,"og-copy-en-id":1201,"og-posts-en-id-none":1243},{"id":4,"extension":5,"footer":6,"header":116,"indexFacets":202,"meta":243,"notFound":244,"stem":250,"ui":251,"__hash__":286},"chrome_en\u002Fen\u002Fchrome.yml","yml",{"columns":7,"legal":83,"quote":84,"askAi":87,"socials":103},[8,29,47,65],{"label":9,"children":10},"Product",[11,14,17,20,23,26],{"label":12,"to":13},"Ads optimization","\u002Fen-id\u002Fblog\u002Fads-optimization",{"label":15,"to":16},"Unit economics","\u002Fen-id\u002Fblog\u002Fprofit-margin",{"label":18,"to":19},"Agentic KAM","https:\u002F\u002Flearn.dataglasslabs.com\u002Fdocs\u002Fai-and-api\u002Fassistants",{"label":21,"to":22},"One-click deploy","https:\u002F\u002Flearn.dataglasslabs.com\u002Fdocs\u002Fgrowth\u002Factions\u002Faction-flow",{"label":24,"to":25},"Integrations","https:\u002F\u002Flearn.dataglasslabs.com\u002Fdocs\u002Foverview\u002Fget-started\u002Fsupported-platforms",{"label":27,"to":28},"Pricing","\u002Fen-id\u002Fpricing",{"label":30,"children":31},"Resources",[32,35,38,41,44],{"label":33,"to":34},"Blog","\u002Fen-id\u002Fblog",{"label":36,"to":37},"Customer stories","\u002Fen-id\u002Fcustomers",{"label":39,"to":40},"Research","\u002Fen-id\u002Fresearch",{"label":42,"to":43},"Glossary","\u002Fen-id\u002Fglossary",{"label":45,"to":46},"Docs","https:\u002F\u002Flearn.dataglasslabs.com\u002Fdocs",{"label":48,"children":49},"Company",[50,53,56,59,62],{"label":51,"to":52},"About","\u002Fen-id\u002Fcompany",{"label":54,"to":55},"Contact","\u002Fen-id\u002Fcontact",{"label":57,"to":58},"Book a demo","\u002Fen-id\u002Fbook-a-demo",{"label":60,"to":61},"Privacy","\u002Fen-id\u002Flegal\u002Fprivacy",{"label":63,"to":64},"Terms","\u002Fen-id\u002Flegal\u002Fterms",{"label":66,"children":67},"DataGlass for",[68,71,74,77,80],{"label":69,"to":70},"Agencies","\u002Fen-id\u002Ffor\u002Fagencies",{"label":72,"to":73},"Brands","\u002Fen-id\u002Ffor\u002Fbrands",{"label":75,"to":76},"Planners and optimizers","\u002Fen-id\u002Ffor\u002Fplanners",{"label":78,"to":79},"Managers and analysts","\u002Fen-id\u002Ffor\u002Fmanagers",{"label":81,"to":82},"Sellers and shop owners","\u002Fen-id\u002Ffor\u002Fsellers","© 2026 DataGlass Labs. All rights reserved.",{"text":85,"caption":86},"Measure what you keep, and then grow what you measure.","The DataGlass team",{"label":88,"prompt":89,"assistants":90},"Ask AI about DataGlass","I want to understand DataGlass, a decision engine for Shopee, Lazada and TikTok Shop sellers that optimizes ads, pricing and promotions for true profit. Use web search to read their website at https:\u002F\u002Fwww.dataglasslabs.com (with an agent-readable summary at https:\u002F\u002Fwww.dataglasslabs.com\u002Fllms.txt), then explain what DataGlass does, who it is for and how it differs from an analytics 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us",{"label":192,"to":37},"Customers",{"label":27,"to":28},{"label":48,"to":52},{"label":54,"to":55},{"label":197,"to":198},"Start for free","https:\u002F\u002Fapp.dataglasslabs.com\u002Fsign-up",{"label":200,"to":201},"Sign in","https:\u002F\u002Fapp.dataglasslabs.com\u002Fsign-in",{"clear":203,"groups":204},"Clear filters",[205,218],{"key":206,"label":207,"options":208},"platforms","Platform",[209,212,215],{"value":210,"label":211},"shopee","Shopee",{"value":213,"label":214},"lazada","Lazada",{"value":216,"label":217},"tiktok","TikTok 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wrong","en\u002Fchrome",{"previous":252,"next":253,"pause":254,"play":255,"goTo":256,"expand":257,"close":258,"readMore":259,"learnMore":260,"seeAll":261,"menu":262,"back":263,"share":264,"shareOn":265,"copyLink":266,"copied":267,"onThisPage":268,"minRead":269,"sources":270,"viewMore":271,"searchPosts":272,"allPosts":273,"all":274,"filters":275,"search":276,"searchClose":277,"searchPlaceholder":278,"searchSuggested":279,"searchResults":280,"searchNoResults":281,"searchLoading":282,"relatedTitle":283,"mainNav":284,"footerNav":285},"Previous","Next","Pause","Play","Go to item","Expand","Close","Read more","Learn more","See all","Menu","Back","Share","Share on","Copy link","Link copied","On this page","{n} min read","Sources","View more","Search posts","All posts","All","Filters","Search","Close search","Search DataGlass","Suggested","Results","No results for","Loading","More to discover","Main","Footer","HZQSEulcpFGY0nWnUTNYhG2n06nO97XnUBc_pEVOFxo",{"id":288,"title":33,"blog":289,"body":327,"customers":334,"description":335,"draft":336,"draftReason":334,"extension":337,"glossary":334,"industry":334,"meta":338,"navigation":336,"ogImage":339,"path":340,"research":334,"robots":334,"schemaOrg":334,"seo":341,"showcase":336,"sitemap":342,"stem":343,"__hash__":344},"pages_en\u002Fblog.md",{"emptyLabel":290,"labels":291,"indexLabels":296,"listenLabels":307,"indexCta":320,"ctaButtons":323},"No posts match yet. Try another category or a shorter search.",{"tldr":292,"published":293,"updated":294,"related":295},"In short","Published","Updated","Keep reading",{"categories":297,"sort":298,"newest":299,"oldest":300,"grid":301,"list":302,"loadMore":303,"results":304,"result":305,"clearSearch":306},"Categories","Sort","Newest first","Oldest first","Grid view","List view","Load more","{n} results for “{q}”","1 result for “{q}”","Clear search",{"listen":308,"loading":309,"play":310,"pause":311,"back":312,"forward":313,"speed":314,"seek":315,"player":316,"close":317,"follow":318,"of":319},"Listen to article","Loading…","Play audio of this article","Pause audio","Back 15 seconds","Forward 15 seconds","Playback speed","Seek","Audio player","Pause audio and close player","Follow the text","{a} of {b}",{"headline":321,"subline":322},"Turn every post into a decision","See the numbers behind these notes for your own shops, with a demo on your data.",{"primaryCta":324,"secondaryCta":325},{"label":57,"to":58},{"label":326,"to":28},"See pricing",{"type":328,"value":329,"toc":330},"minimark",[],{"title":331,"searchDepth":332,"depth":332,"links":333},"",3,[],null,"Notes on profit, pricing and ads for sellers on Shopee, Lazada and TikTok Shop, with the numbers behind them.",false,"md",{},{"component":33},"\u002Fblog",{"title":33,"description":335},{"loc":340},"blog","VuN4_Knpp3IpkJqH-kRoXag4vgoPV2p71ZFiR-VpgzQ",[346,349,351,354,357,360,363],{"slug":347,"label":348},"profit","Profit",{"slug":350,"label":27},"pricing",{"slug":352,"label":353},"ads","Ads",{"slug":355,"label":356},"operations","Operations",{"slug":358,"label":359},"market","Market",{"slug":361,"label":362},"data-science","Data Science",{"slug":364,"label":48},"company",[366,373,379,383,388,393,397,402,407,412,418,423,428,433,438,444,450,456,462,469,475,480,486,491,496,501,506,511,517,523,528,534,540,546,551,557,563,569,574,578,583,588,594,601,607,613,619,625,631,637,643,649,655,661,667,673,679,685,690,695,700,705,710,716],{"title":367,"description":368,"category":352,"date":369,"readMinutes":370,"featured":336,"cover":334,"format":223,"platforms":371,"draft":336,"slug":372},"E-commerce ads optimization for Shopee, Lazada, and TikTok Shop, on profit","E-commerce ads optimization on profit: True ROAS, margin-based Target ROAS and nightly budget allocation for Shopee, Lazada and TikTok Shop ads, applied for you.","2026-10-23",4,[210,213,216],"ads-optimization",{"title":374,"description":375,"category":352,"date":369,"readMinutes":376,"featured":336,"cover":334,"format":232,"platforms":377,"draft":336,"slug":378},"What ROAS is break-even? Calculate break-even ROAS and your maximum ad spend per order","Break-even ROAS is 1 ÷ your contribution-margin ratio. It does not depend on how much you spend on ads. This calculator derives it from a dated Shopee Thailand fee rate — or one you type in — then tells you the number sellers actually need: the most baht one order can pay for ads before it stops making money.",9,[210],"break-even-roas-calculator",{"title":380,"description":381,"category":364,"date":369,"readMinutes":332,"featured":336,"cover":334,"format":229,"platforms":334,"draft":336,"slug":382},"DataGlass vs a marketing agency for marketplace profit","When an agency is the right hire, where the agency model has structural blind spots for marketplace profit, and how DataGlass complements an agency engagement.","dataglass-vs-agency",{"title":384,"description":385,"category":364,"date":369,"readMinutes":386,"featured":336,"cover":334,"format":229,"platforms":334,"draft":336,"slug":387},"DataGlass vs an ERP for marketplace decision-making","When an ERP is the right tool, where it falls short for marketplace ad\u002Fpricing decisions, and how DataGlass complements (not replaces) the ERP for SEA sellers.",2,"dataglass-vs-erp",{"title":389,"description":390,"category":364,"date":369,"readMinutes":386,"featured":336,"cover":334,"format":229,"platforms":391,"draft":336,"slug":392},"DataGlass vs Shopee Seller Center for profit-aware operations","Shopee Seller Center is essential for running a Shopee shop, but it does not show profit-aware metrics or cross-platform views. How DataGlass complements it.",[210],"dataglass-vs-shopee-seller-center",{"title":394,"description":395,"category":364,"date":369,"readMinutes":386,"featured":336,"cover":334,"format":229,"platforms":334,"draft":336,"slug":396},"DataGlass vs spreadsheets for marketplace sellers","When spreadsheets are enough, where they break for marketplace sellers, and how DataGlass connects ads, COGS, fees, and inventory into one decision-ready view.","dataglass-vs-spreadsheet",{"title":398,"description":399,"category":355,"date":369,"readMinutes":386,"featured":336,"cover":334,"format":223,"platforms":400,"draft":336,"slug":401},"Prevent stockouts and overstock across Shopee, Lazada, and TikTok Shop","Prevent Shopee, Lazada, and TikTok Shop stockouts with demand-aware forecasting, campaign-day planning, and cross-platform inventory unification.",[210,213,216],"inventory-stockout",{"title":403,"description":404,"category":355,"date":369,"readMinutes":386,"featured":336,"cover":334,"format":226,"platforms":405,"draft":336,"slug":406},"Lazada integration for marketplace profit optimization","DataGlass integrates with Lazada to model true profit per SKU, detect ad waste, evaluate voucher impact, and forecast stockout risk.",[213],"lazada-integration",{"title":408,"description":409,"category":347,"date":369,"readMinutes":376,"featured":336,"cover":334,"format":232,"platforms":410,"draft":336,"slug":411},"Shopee raised its fees on 4 August 2026 — how much more is your shop paying?","The new rate table is everywhere. Your number is not. Enter last month’s GMV by category and this page computes the baht difference between the schedule effective 1 June 2026 and the one effective 4 August 2026 — including the extra hit for shops that were on the discounted-commission programme.",[210],"marketplace-fee-impact-calculator",{"title":413,"description":414,"category":347,"date":369,"readMinutes":415,"featured":336,"cover":334,"format":223,"platforms":416,"draft":336,"slug":417},"Optimize e-commerce profit across Shopee, Lazada, and TikTok Shop","How to optimize e-commerce profit across Shopee, Lazada and TikTok Shop: one objective, five decision variables, and the constraint that binds each.",7,[210,213,216],"optimize-ecommerce-profit",{"title":419,"description":420,"category":350,"date":369,"readMinutes":386,"featured":336,"cover":334,"format":223,"platforms":421,"draft":336,"slug":422},"Price and promote without destroying margin","Optimize Shopee, Lazada, and TikTok Shop discounts, bundle deals, and campaign-day pricing on true margin. Project promotion impact before publishing.",[210,213,216],"pricing-promotions",{"title":424,"description":425,"category":347,"date":369,"readMinutes":370,"featured":336,"cover":334,"format":232,"platforms":426,"draft":336,"slug":427},"E-commerce profit calculator for Shopee sellers","Calculate true Shopee profit per SKU with a per-order breakdown covering commission fees, ads, COGS, and fulfillment.",[210],"profit-margin",{"title":429,"description":430,"category":355,"date":369,"readMinutes":386,"featured":336,"cover":334,"format":226,"platforms":431,"draft":336,"slug":432},"Shopee integration for profit, ads, stock, and promotion decisions","DataGlass connects to Shopee to model true profit per SKU, detect wasted ad spend, and surface daily decisions. Live integration, no manual exports.",[210],"shopee-integration",{"title":434,"description":435,"category":355,"date":369,"readMinutes":386,"featured":336,"cover":334,"format":226,"platforms":436,"draft":336,"slug":437},"TikTok Shop integration for ads, inventory, and profit decisions","DataGlass integrates with TikTok Shop for True ROAS on video and live ads, margin-aware discount analysis, and stock prioritization before live events.",[216],"tiktok-shop-integration",{"title":439,"description":440,"category":352,"date":441,"readMinutes":415,"featured":336,"cover":334,"format":223,"platforms":442,"draft":336,"slug":443},"Shopee ROAS protection and TikTok ROI protection: when the credit actually protects profit","Shopee ROAS protection credits campaigns back to 80% of target, TikTok to 90%. Why that protects profit only above 1.25× break-even, with a worked example.","2026-10-08",[210,216],"roas-protection",{"title":445,"description":446,"category":352,"date":441,"readMinutes":447,"featured":336,"cover":334,"format":223,"platforms":448,"draft":336,"slug":449},"Shopee Ads optimization: set Target ROAS, budget and timing from profit","How to optimize Shopee Ads for profit: break-even ROAS per SKU, which lever binds, and CPC by hour from 9.11M Thai clicks. Worked THB example.",10,[210],"shopee-ads-optimization",{"title":451,"description":452,"category":347,"date":441,"readMinutes":453,"featured":336,"cover":334,"format":223,"platforms":454,"draft":336,"slug":455},"Shopee seller fees in the Philippines 2026: every fee, what it is charged on, and your break-even ROAS","Shopee Philippines seller fees 2026: commission, 2.24% transaction fee, 5.6% platform shipping, seller growth support and ₱5 order fee, worked on one order.",5,[210],"shopee-seller-fees",{"title":457,"description":458,"category":352,"date":441,"readMinutes":459,"featured":336,"cover":334,"format":223,"platforms":460,"draft":336,"slug":461},"TikTok Shop ads optimization: set GMV Max ROI from margin and affiliate mix","How to optimize TikTok Shop GMV Max for profit: break-even ROI after TikTok fees, the affiliate commission trap, and the 3% commission rule. Worked THB example.",8,[216],"tiktok-shop-ads-optimization",{"title":463,"description":464,"category":352,"date":465,"readMinutes":466,"featured":336,"cover":334,"format":226,"platforms":467,"draft":336,"slug":468},"How Shopee ads bidding works: what your Target ROAS and budget actually do to a bid","How Shopee ads bidding works, derived: GMV Max gives you two boxes — a Target ROAS and a daily budget — and every guide treats them as two levers. They are not. Both collapse into a single threshold on value-to-cost before any bid is placed, only one is binding at a time, and the other is doing nothing at all. Here is the derivation, the three regimes a campaign can be in, and the one-line test that tells you which of your two levers is switched off.","2026-09-01",13,[210],"how-shopee-ads-bidding-works",{"title":470,"description":471,"category":352,"date":465,"readMinutes":472,"featured":336,"cover":334,"format":223,"platforms":473,"draft":336,"slug":474},"Break-even ROAS is the zero line: the Target ROAS that actually maximizes Shopee profit","Setting your Target ROAS to your break-even ROAS does not protect profit — it targets exactly zero, for every possible volume. The target that maximizes profit is break-even marked up three times: by the demand your ads did not create, by the price your own expansion pays, and by the gap between your average click and your last one. On mid-market parameters those compound to 3.3×, moving the correct target on a 20%-margin product from 5.00 to 16.67.",12,[210],"profit-maximizing-target-roas",{"title":476,"description":477,"category":361,"date":465,"readMinutes":466,"featured":336,"cover":334,"format":241,"platforms":478,"draft":336,"slug":479},"Shopee ad benchmarks 2026: what a click and a thousand impressions actually cost","Across 333.9 million Shopee impressions and 9.11 million clicks on 80+ Thai shops, the price of a click varies 2.01× by hour of day while the rate at which people click varies 1.14×. CPC ranges THB 3.36 to THB 6.75, CPM ranges THB 89.16 to THB 200.15, and every behavioural input is nearly flat. The full table, the methodology, and the two ways a benchmark like this gets misused.",[210],"shopee-ads-benchmarks-cpc-cpm",{"title":481,"description":482,"category":364,"date":483,"readMinutes":484,"featured":336,"cover":334,"format":229,"platforms":334,"draft":336,"slug":485},"DataGlass is not an OMS — what the difference is, and when to run both","An OMS makes the order happen. DataGlass decides what to do next. The daily-question boundary, an explicit list of what DataGlass does not do, and the one seam: price.","2026-08-25",6,"dataglass-vs-oms",{"title":487,"description":488,"category":352,"date":483,"readMinutes":415,"featured":336,"cover":334,"format":223,"platforms":489,"draft":336,"slug":490},"How much should you spend on Shopee Ads? Derive it from margin, not from feel","Break-even ROAS is 1 ÷ contribution margin ratio. Worked THB example: a fashion SKU allows THB 71 per attributed order and roughly THB 994 a day. Budget is an output.",[210],"shopee-ads-budget",{"title":492,"description":493,"category":347,"date":483,"readMinutes":415,"featured":336,"cover":334,"format":223,"platforms":494,"draft":336,"slug":495},"Losing money on Shopee — the leaks a fee calculator cannot see","Shopee deducts 7.49–17.12% plus a 3.21% payment fee — the half a calculator sees. Six month-level leaks turn a 28.6% \"profit\" into 1.6%. Sourced THB waterfall.",[210],"shopee-losing-money",{"title":497,"description":498,"category":358,"date":483,"readMinutes":415,"featured":336,"cover":334,"format":229,"platforms":499,"draft":336,"slug":500},"Shopee vs TikTok Shop vs Lazada — what survives after fees and the ads it takes to sell","TikTok Shop's 11.77% fashion commission becomes a 23.2% take rate once the Commerce Growth and Transaction Fees stack. The crossover with Shopee sits near THB 3,720.",[210,213,216],"where-to-sell-shopee-tiktok-lazada",{"title":502,"description":503,"category":352,"date":504,"readMinutes":376,"featured":336,"cover":334,"format":226,"platforms":334,"draft":336,"slug":505},"CTR and Target ROAS under CPM vs CPC: what changes when marketplaces bill for impressions","Under cost-per-click billing, a better creative is worth nothing to your unit economics — it buys the same clicks from fewer impressions, and your cost per click does not move. Under cost-per-impression billing the same improvement cuts the price of every click by g\u002F(1+g). Five lemmas on the transition, and why click-through rate is the input most marketplace sellers are least prepared to have priced.","2026-08-18","ctr-target-roas-cpm-vs-cpc",{"title":507,"description":508,"category":352,"date":509,"readMinutes":447,"featured":336,"cover":334,"format":226,"platforms":334,"draft":336,"slug":510},"What is ROAS — and why a high ROAS doesn't always mean more sales or more profit","ROAS (Return on Ad Spend) is sales ÷ ad spend: spend THB 1, get THB 20 of sales back, and your ROAS is 20. But a high ROAS only means a high return per ad baht — not the highest total sales, and not real profit once you subtract COGS, platform fees, payment fees, vouchers, shipping, and returns. Here is what ROAS is, what it hides, and the number sellers should actually watch.","2026-06-01","what-is-roas",{"title":512,"description":513,"category":352,"date":514,"readMinutes":459,"featured":336,"cover":334,"format":223,"platforms":515,"draft":336,"slug":516},"What is Target ROAS? How to set it in Shopee GMV Max without burning profit","What is Target ROAS? It is the revenue-to-ad-spend ratio Shopee GMV Max optimises toward — and on the Shopee fee schedule effective 4 August 2026, a THB 1,000 product with THB 600 of COGS is left with 7.7% margin before ads, so a Target ROAS of 5 recovers THB 0.39 of contribution per THB 1.00 of ad spend while the campaign reports that it hit its target. What Target ROAS means, how to set it in GMV Max, and the two formulas — break-even ROAS and target-margin ROAS — that protect your margin.","2026-05-30",[210],"how-to-set-target-roas-gmv-max",{"title":518,"description":519,"category":352,"date":520,"readMinutes":484,"featured":336,"cover":334,"format":226,"platforms":521,"draft":336,"slug":522},"Platform ROAS vs true ROAS: why your ads make sales but no profit","A ROAS of 5 feels like a win — until you notice the platform computed it on gross attributed sales, before fees, vouchers, shipping, and COGS, and while still counting orders that were later returned or cancelled. The dashboard number is a revenue ratio wearing a profit costume. A primer on what platform ROAS hides and how true ROAS is calculated across Shopee, Lazada, and TikTok Shop.","2026-05-29",[210,213,216],"platform-roas-vs-true-roas",{"title":524,"description":525,"category":361,"date":520,"readMinutes":484,"featured":336,"cover":334,"format":226,"platforms":526,"draft":336,"slug":527},"What is e-commerce optimization?","Optimization is not a marketing word — it is an operations-research discipline: use data and math to compute the best decision against an explicit objective. Point it at a Shopee, Lazada, or TikTok Shop store and the objective is true profit, not sales. A primer on why those two numbers stopped moving together, and what optimization actually answers.",[210,213,216],"what-is-ecommerce-optimization",{"title":529,"description":530,"category":347,"date":531,"readMinutes":376,"featured":336,"cover":334,"format":223,"platforms":532,"draft":336,"slug":533},"How to cut Shopee seller costs: the supply-side margin audit","The median gap between COGS refreshes on a top-50 Shopee catalogue is 87 days, and over that window supplier and packaging drift alone compresses contribution margin by 1.5–3.0 percentage points. The eight supply-side cost lines that compound against Shopee margin between audits, ranked by recoverable magnitude, with the review cadence that holds each one.","2026-05-08",[210],"how-to-increase-shopee-profit-without-more-sales",{"title":535,"description":536,"category":352,"date":531,"readMinutes":537,"featured":336,"cover":334,"format":223,"platforms":538,"draft":336,"slug":539},"How to sell more on Shopee without burning margin","The standard Shopee growth advice — discount harder, scale ad budget, opt into every campaign — works against the operator at scale. A research note on the lever order that actually compounds Shopee revenue, and the metric that tells you whether the lift was earned or bought.",11,[210],"how-to-sell-more-on-shopee",{"title":541,"description":542,"category":347,"date":543,"readMinutes":484,"featured":336,"cover":334,"format":223,"platforms":544,"draft":336,"slug":545},"Increase profit on Shopee without selling more","Shopee ROAS hides commission, fees, vouchers and shipping. Optimize Shopee profit with the per-SKU break-even framework that replaces it — 280 Thai accounts.","2026-05-07",[210],"increase-shopee-profit",{"title":547,"description":548,"category":358,"date":543,"readMinutes":484,"featured":336,"cover":334,"format":223,"platforms":549,"draft":336,"slug":550},"Increase sales on Shopee in 2026","Shopee CPC is climbing — buying demand got pricier while repeat demand stayed flat. The three levers that compound revenue, plus a 90-day operator cadence.",[210],"increase-shopee-sales",{"title":552,"description":553,"category":361,"date":543,"readMinutes":554,"featured":336,"cover":334,"format":235,"platforms":555,"draft":336,"slug":556},"Mechanism-Aware Hierarchical Causal Elasticity Modeling for Platform E-Commerce","A methodological working paper proposing MA-HCEM: a hierarchical Bayesian, double-machine-learning, mechanism-aware estimator for SKU-level price elasticity on Shopee, Lazada, and TikTok Shop, with Bundle Deal and voucher mechanisms treated as structured price discrimination.",27,[210,213,216],"mechanism-aware-hierarchical-causal-elasticity-modeling-platform-ecommerce",{"title":558,"description":559,"category":350,"date":543,"readMinutes":560,"featured":336,"cover":334,"format":226,"platforms":561,"draft":336,"slug":562},"Price elasticity modeling for marketplace sellers — why Shopee, Lazada, and TikTok Shop pricing decisions need it","A practical guide from DataGlass Labs Research on the most under-used lever in Southeast Asian e-commerce: knowing how customers actually respond to price changes.",14,[210,213,216],"price-elasticity-modeling-shopee-lazada-tiktok-shop",{"title":564,"description":565,"category":361,"date":566,"readMinutes":567,"featured":336,"cover":334,"format":235,"platforms":334,"draft":336,"slug":568},"From Gut Feel to Posterior Inference: A Research Article on the DataGlass Decision-Intelligence System for E-Commerce Ad Budget Allocation","A rigorous public communication of the DataGlass decision-intelligence system for daily ad-budget allocation on platform-controlled marketplaces — the pre-algorithmic baseline, the analytical reasons it fails (the reported-vs-true ROAS gap and the rolling-mean bias), the Bayesian + bandits-with-knapsacks methodology, and the empirical 18–24% portfolio-profit lift with reduced reallocation frequency.","2026-05-04",20,"bayesian-budget-allocation-for-marketplace-ads",{"title":570,"description":571,"category":361,"date":566,"readMinutes":572,"featured":336,"cover":334,"format":238,"platforms":334,"draft":336,"slug":573},"Decision Intelligence for E-commerce: How Retailers Optimise Pricing, Demand Forecasting, Inventory, Promotions & Personalization","Pricing, forecasting, inventory, promotions, and personalization — a deep technical survey of the techniques large retailers use, the variants that matter, and how to deploy them",42,"decision-intelligence-playbook-for-e-commerce",{"title":575,"description":576,"category":361,"date":566,"readMinutes":332,"featured":336,"cover":334,"format":226,"platforms":334,"draft":336,"slug":577},"DataGlass Research Methodology","A single canonical reference for the sample frame, time window, attribution rules, and exclusions that calibrate every \"in our data\" claim across the blog and research surfaces.","methodology",{"title":579,"description":580,"category":361,"date":566,"readMinutes":581,"featured":336,"cover":334,"format":238,"platforms":334,"draft":336,"slug":582},"Prediction and Risk Optimization Under Uncertainty: A Cross-Domain Meta-Review","Mature decision systems in finance, operations, insurance, energy, healthcare, causal inference, and e-commerce share the same four primitives — a calibrated probabilistic model, a coherent risk-aware objective, an operational constraint set, and a principled exploration mechanism. Eleven worked cases ground the framework, with the DataGlass marketplace ad-budget system as the connecting tissue.",49,"prediction-and-risk-optimization-meta-review",{"title":584,"description":585,"category":355,"date":566,"readMinutes":560,"featured":336,"cover":334,"format":226,"platforms":586,"draft":336,"slug":587},"Shopee optimization in 2026 is a feedback loop, not a checklist","The popular \"10 ways to optimize your Shopee shop\" advice optimises the wrong objective. The lever that actually moves margin is the tightness of the diagnose → decide → operate loop — and most checklists skip the diagnose stage entirely.",[210],"shopee-optimization-in-2026",{"title":589,"description":590,"category":358,"date":566,"readMinutes":591,"featured":134,"cover":334,"format":241,"platforms":592,"draft":336,"slug":593},"Shopee Sellers in 2026: Southeast Asia E-commerce Market Research, GMV & Seller Economics","Market growth has resumed; seller economics have become more exacting. Southeast Asia's platform e-commerce reached US$157.6B in 2025 (up 22.8% YoY), top-three platforms now control about 98.8% of platform GMV, and content commerce accounts for ~32% of platform GMV. The 2026 question for sellers is no longer \"how big is the market?\" — it is \"who controls the decision loop?\"",22,[210],"southeast-asia-seller-market-research-2026",{"title":595,"description":596,"category":355,"date":597,"readMinutes":598,"featured":336,"cover":334,"format":223,"platforms":599,"draft":336,"slug":600},"Shopee fee structure and commission calculation in 2026: the six layers, the four-term formula","Most 'Shopee fees' explainers stop at commission and transaction fee. The four layers underneath — voucher co-funding, Free Shipping Program subsidy, Mall premium, payment-channel pass-through — are where the gap between dashboard revenue and bank deposit actually lives. With a sourced layer-by-layer breakdown, the four-term commission-per-order formula, two worked THB examples, a sensitivity table, and the reconciliation procedure.","2026-05-03",18,[210],"shopee-fee-structure-2026",{"title":602,"description":603,"category":352,"date":604,"readMinutes":537,"featured":336,"cover":334,"format":223,"platforms":605,"draft":336,"slug":606},"Cross-platform ad budget allocation for SEA marketplace sellers","Most multi-platform sellers split ad budget across Shopee, Lazada, and TikTok Shop by historical revenue share. The math says that's wrong. Optimal allocation equalises marginal ROAS, not historical share — and the gap between the two on a typical account is 4–7 percentage points of net contribution margin per quarter.","2026-04-29",[210,213,216],"cross-platform-ad-budget-allocation",{"title":608,"description":609,"category":352,"date":610,"readMinutes":415,"featured":336,"cover":334,"format":223,"platforms":611,"draft":336,"slug":612},"Why scaling Shopee ad budget grows revenue and shrinks profit","A Shopee account moving its monthly ad budget from THB 40,000 to THB 100,000 commonly grows revenue 60% and loses a third of its net profit — and not one decision in that sequence looks wrong on the dashboard. The arithmetic of the scaling trap, why platform-reported ROAS is blind to it by construction, and the per-SKU break-even bar that stops it.","2026-04-22",[210],"how-to-increase-profit-on-shopee",{"title":614,"description":615,"category":347,"date":616,"readMinutes":466,"featured":336,"cover":334,"format":223,"platforms":617,"draft":336,"slug":618},"How to increase profit on Lazada in 2026","The LazMall badge lifts conversion. It also raises commission, mandates free-shipping subsidies, and pulls the price ceiling down through the platform's own competitive-parity rules. Whether the badge pays is a per-SKU question. A research note on the LazMall economics, why Sponsored Discovery leaks more margin than Sponsored Search, and the audit that recovers 4–6 percentage points of margin in 30 days.","2026-04-15",[213],"how-to-increase-profit-on-lazada",{"title":620,"description":621,"category":352,"date":622,"readMinutes":466,"featured":336,"cover":334,"format":223,"platforms":623,"draft":336,"slug":624},"How to reduce Shopee ad waste without killing sales","On a typical Shopee account, 20–30% of ad spend runs at a structural loss the platform dashboard ranks as winning campaigns. Pausing \"underperformers\" misses the leak. A research note on the two structural defaults that cause hidden ad waste — and the audit that surfaces it without losing revenue.","2026-04-08",[210],"how-to-reduce-shopee-ad-waste",{"title":626,"description":627,"category":347,"date":628,"readMinutes":537,"featured":336,"cover":334,"format":223,"platforms":629,"draft":336,"slug":630},"How to calculate Shopee seller margin","The math, the inputs, and the program-specific traps. Why Shopee's in-dashboard income view almost always overstates margin — and how to reconstruct true contribution margin per SKU using the order-line data Shopee already exposes via Open Platform.","2026-04-05",[210],"how-to-calculate-shopee-seller-margin",{"title":632,"description":633,"category":347,"date":634,"readMinutes":537,"featured":336,"cover":334,"format":223,"platforms":635,"draft":336,"slug":636},"How to calculate Lazada seller margin","The math, the inputs, and the program-specific traps. Why Lazada's in-platform P&L summary almost always overstates margin — and how to reconstruct true contribution margin per SKU using the order-line data Lazada exposes via the Open Platform.","2026-04-01",[213],"how-to-calculate-lazada-seller-margin",{"title":638,"description":639,"category":352,"date":640,"readMinutes":560,"featured":336,"cover":334,"format":223,"platforms":641,"draft":336,"slug":642},"How to calculate true Shopee ROAS for profit","A methodology note. Shopee's in-platform ROAS is gross-revenue based and structurally biased toward overspend at scale. True ROAS is the same formula with one input substituted — and that substitution flips winners into losses on roughly half the typical Shopee catalog. With charts, three SKU profiles, sensitivity analysis, and the operating procedure that applies the substitution at production cadence.","2026-03-25",[210],"how-to-calculate-true-shopee-roas",{"title":644,"description":645,"category":352,"date":646,"readMinutes":537,"featured":336,"cover":334,"format":223,"platforms":647,"draft":336,"slug":648},"How to reduce Lazada ad waste","Lazada runs two structurally different ad products — Sponsored Search and Sponsored Discovery — with break-even economics that diverge by ~1.4–1.8× in true-ROAS terms. A single account-wide ROAS target misjudges both. A research note on the audit that surfaces the structural waste, the pruning order that recovers margin without losing revenue, and the per-placement framework that survives Pay Day and 11.11.","2026-03-18",[213],"how-to-reduce-lazada-ad-waste",{"title":650,"description":651,"category":347,"date":652,"readMinutes":466,"featured":336,"cover":334,"format":223,"platforms":653,"draft":336,"slug":654},"How to find low-margin SKUs on Shopee","On a typical Shopee account, the top-10 SKUs by revenue and the top-10 by contribution profit overlap by roughly 50%. Half of every shop's bestsellers are not the most profitable products. A research note on the audit that surfaces the gap, the patterns hiding inside it, and the per-SKU operating decisions that recover margin.","2026-03-12",[210],"how-to-find-low-margin-skus-on-shopee",{"title":656,"description":657,"category":350,"date":658,"readMinutes":560,"featured":336,"cover":334,"format":223,"platforms":659,"draft":336,"slug":660},"How to plan Lazada campaigns around profit","Pay Day, Mega Sale, 11.11, and the long tail of category windows make participation feel mandatory. The platform documents the eligibility tiers; the seller absorbs them. A research note on what each campaign actually costs, when participation pays, and the margin-first rubric that survives all three.","2026-03-04",[213],"how-to-plan-lazada-campaigns-around-profit",{"title":662,"description":663,"category":347,"date":664,"readMinutes":472,"featured":336,"cover":334,"format":223,"platforms":665,"draft":336,"slug":666},"How to increase profit on TikTok Shop in 2026","TikTok Shop is the only SEA marketplace with a stacked second commission — affiliate commission (10–25% via the Open Affiliate Plan) layered on top of platform commission. A 6.0 platform ROAS routinely becomes ~1.4 true ROAS once the full four-line cost stack is subtracted. A research note on the affiliate-stack arithmetic, live-stream pricing discipline, and the per-SKU framework that recovers margin without retreating from the platform.","2026-02-26",[216],"how-to-increase-profit-on-tiktok-shop",{"title":668,"description":669,"category":358,"date":670,"readMinutes":671,"featured":336,"cover":334,"format":226,"platforms":334,"draft":336,"slug":672},"The SEA marketplace in 2026: a fragmented arena with one survival rule","Eighteen distinct platform-market cells, six countries, three platforms, and roughly a million sellers competing on a saturated product surface. The aggregate is growing; the per-cell margin distribution is compressing. A research note on the structural shifts and the operating rule that survives them.","2026-02-22",16,"sea-marketplace-2026",{"title":674,"description":675,"category":361,"date":676,"readMinutes":537,"featured":336,"cover":334,"format":226,"platforms":677,"draft":336,"slug":678},"Data ingestion for Shopee sellers: why zero-setup analytics matters","Most Shopee sellers don't have a strategy problem first. They have a data plumbing problem — orders, ads, COGS, fees, vouchers, inventory, pricing, and returns live in seven different surfaces, and by the time the seller has stitched them together the campaign is over. A research note on the data-source matrix, the canonical-entity model, and the zero-setup architecture that recovers ~10 hours per week.","2026-02-18",[210],"data-ingestion-for-shopee-sellers",{"title":680,"description":681,"category":358,"date":682,"readMinutes":415,"featured":336,"cover":334,"format":226,"platforms":683,"draft":336,"slug":684},"The race to zero margin — and how Shopee, Lazada, and TikTok Shop got there","Read the platform documentation end-to-end and the conclusion is uncomfortable: the discounts buyers see, the free shipping that drives conversion, and the affiliate spend that drives reach are all paid by the seller. The race-to-zero is the equilibrium output of that design.","2026-02-08",[210,213,216],"race-to-zero-margin",{"title":686,"description":687,"category":361,"date":688,"readMinutes":560,"featured":336,"cover":334,"format":226,"platforms":334,"draft":336,"slug":689},"ML demand forecasting for e-commerce sellers","Machine learning in e-commerce gets discussed in vague terms; for marketplace sellers the operating question is concrete — how many units of this SKU will sell in the next N days, with what confidence, and what decision flows from the answer? A research note on the practical model architecture, the stockout-distortion problem, sensitivity analysis, and the operating decisions forecasts feed.","2026-02-04","ml-demand-forecasting-for-ecommerce",{"title":691,"description":692,"category":358,"date":693,"readMinutes":484,"featured":336,"cover":334,"format":226,"platforms":334,"draft":336,"slug":694},"Complexity is the new tax on small sellers","A multi-shop seller in 2026 logs into seven platforms, reconciles four fee schedules, exports six CSVs, and re-enters COGS by hand. Big brands absorb the cost with a data team. Small sellers absorb it with their evenings — and it's the single biggest reason multi-shop operators stall before they reach scale.","2026-01-25","complexity-is-the-tax",{"title":696,"description":697,"category":355,"date":698,"readMinutes":472,"featured":336,"cover":334,"format":226,"platforms":334,"draft":336,"slug":699},"Stockout math for e-commerce sellers","A stockout is not one cost; it is five compounding costs. Lost contribution profit on the missed unit, plus wasted ad spend during the stockout window, plus algorithmic ranking demotion, plus repeat-buyer trust erosion, plus distorted forecasting that increases the likelihood of the next stockout. A research note on the multi-line stockout cost function, the per-SKU reorder-point math that accounts for it, and the campaign-aware adjustment that survives Pay Day and 11.11.","2026-01-18","inventory-stockout-math-ecommerce",{"title":701,"description":702,"category":350,"date":703,"readMinutes":537,"featured":336,"cover":334,"format":226,"platforms":334,"draft":336,"slug":704},"Dynamic pricing for marketplace sellers","Discounting is easy. Profitable pricing is hard. A 30% volume lift on a 10% price cut routinely lowers total contribution profit — the math says volume must lift by ~33% just to break even, and most SKUs underperform that bar. A research note on the price-elasticity arithmetic, the inventory × demand four-quadrant framework, and the per-SKU pricing decision that survives campaign-window pressure.","2026-01-04","dynamic-pricing-ecommerce-marketplaces",{"title":706,"description":707,"category":361,"date":708,"readMinutes":472,"featured":336,"cover":334,"format":226,"platforms":334,"draft":336,"slug":709},"E-commerce Decision Engine: How Marketplace Sellers Turn Data Into Profit Recommendations","A dashboard tells you what happened. A decision engine tells you what to do next, ranks the options by projected profit lift, and surfaces the math behind every recommendation. A research note on the five-layer architecture that separates the two, why marketplace commerce now requires the latter, and where the operating model breaks.","2025-12-12","how-ecommerce-decision-engines-work",{"title":711,"description":712,"category":355,"date":713,"readMinutes":459,"featured":336,"cover":334,"format":226,"platforms":714,"draft":336,"slug":715},"Multi-shop analytics for Shopee, Lazada, and TikTok Shop sellers","Modern marketplace sellers rarely operate on one channel. They have multiple dashboards but not one operating view. They know sales by channel — but not profit by channel.","2025-11-26",[210,213,216],"multi-shop-analytics-lazada-shopee-tiktok",{"title":717,"description":718,"category":358,"date":719,"readMinutes":720,"featured":336,"cover":334,"format":226,"platforms":334,"draft":336,"slug":721},"The new competitive world of commerce","A research note on what changed in marketplace commerce between 2022 and 2026. Platforms became active algorithmic counterparties; sellers who treat them as passive listing markets are competing against optimization systems they cannot see. The fix is to run your own optimization layer on top.","2025-11-12",15,"new-competitive-world-of-commerce",{"entry":723,"document":774,"toc":1192},{"id":724,"title":626,"category":347,"cover":334,"cta":725,"date":628,"description":627,"draft":336,"draftReason":334,"extension":337,"featured":336,"format":223,"listen":334,"math":336,"meta":728,"navigation":334,"ogImage":334,"path":729,"platforms":730,"readMinutes":537,"related":731,"robots":334,"schemaOrg":334,"seo":732,"sitemap":735,"sources":736,"stem":764,"tldr":765,"topic":334,"updatedAt":483,"__hash__":773},"blog_en\u002Fblog\u002Fhow-to-calculate-shopee-seller-margin.md",{"title":726,"body":727},"Reconstruct true Shopee margin per SKU.","DataGlass connects Shopee order-line data, COGS, fees, vouchers, Coins, and ads in one canonical view — so contribution margin per SKU is the operating signal, not the in-dashboard summary.",{},"\u002Fblog\u002Fhow-to-calculate-shopee-seller-margin",[210],[612,642,654],{"title":733,"description":734},"How to Calculate Shopee Seller Margin — Formula & Example","Calculate true Shopee seller margin per SKU by deducting commission, transaction fee, vouchers, shipping subsidy, and attributed ad cost, with a worked example.",{"loc":729,"lastmod":483},[737,741,745,749,753,757,761],{"title":738,"url":739,"note":740},"Shopee — Sale Transaction Fee schedule effective 4 August 2026 (4 ส.ค. 2569)","https:\u002F\u002Fhelp.shopee.co.th\u002Fportal\u002F4\u002Farticle\u002F77254","Shopee Help Center documentation of the Sale Transaction Fee by category — 7.49–17.12% non-Mall and up to 19.26% Shopee Mall, published VAT-inclusive — the 3.21% payment transaction fee, and Shop Voucher mechanics. Source for the cost-stack inputs in the worked example. This schedule superseded the one effective 1 June 2026.",{"title":742,"url":743,"note":744},"Shopee — Free Shipping Program documentation","https:\u002F\u002Fhelp.shopee.co.th\u002Fportal\u002Farticle\u002F77792","Documentation of the Free Shipping Program subsidy split between Shopee and the seller, including the conditions under which the seller-funded share applies.",{"title":746,"url":747,"note":748},"Shopee — Shopee Coins \u002F Cashback documentation","https:\u002F\u002Fhelp.shopee.co.th\u002Fportal\u002Farticle\u002F77815","Shopee's seller-facing documentation on Shopee Coins issuance, Cashback program mechanics, and how the cost is split between the seller and the platform — the line item most accounts under-attribute.",{"title":750,"url":751,"note":752},"Shopee Open Platform — order and finance API","https:\u002F\u002Fopen.shopee.com\u002Fdocuments","Shopee's seller API for orders, payments, and escrow — reference for the order-line data export that anchors a defensible margin reconstruction.",{"title":754,"url":755,"note":756},"Sea Limited — Investor Relations","https:\u002F\u002Fwww.sea.com\u002Finvestor\u002Fhome","Sea Limited 4Q25 \u002F 1Q26 disclosures referencing Shopee's commission revenue and ad-revenue trajectory — the platform-side trend that shifts the cost-stack inputs over time.",{"title":758,"url":759,"note":760},"Google, Temasek & Bain — e-Conomy SEA 2025: retail media","https:\u002F\u002Fwww.bain.com\u002Finsights\u002Fe-conomy-sea-2025\u002F","Bain commentary on retail-media inflation in SEA marketplaces and the structural cost trajectory framing this note's worked example.",{"title":762,"note":763},"DataGlass Marketplace Fee Dataset (Thailand) — Shopee, Lazada and TikTok Shop fee schedules","Open CC BY 4.0 transcription of all 1,437 Shopee leaf-category Sale Transaction Fee rows plus every flat fee, each carrying its VAT treatment, effective date and a link to the platform document it was read from. Every Shopee rate in the worked example and the sensitivity table is taken from it. Version 2026.08.25, verified 25 August 2026; the change log records the 4 August 2026 revision, including the removal of the PRIME Seller discounted-commission rate column.","blog\u002Fhow-to-calculate-shopee-seller-margin",[766,767,768,769,770,771,772],"Thesis: Shopee's in-dashboard income view aggregates fees and discounts in ways that systematically overstate margin by 4–7 percentage points on a typical Thai SEA-6 account. Reconstructing per-SKU contribution margin from order-line data closes the gap.","Six cost-stack lines have to be subtracted at the order level: COGS, the Sale Transaction Fee (program-aware — 7.49–17.12% non-Mall, up to 19.26% Shopee Mall, VAT-inclusive, on the schedule effective 4 August 2026), the 3.21% payment transaction fee plus THB 1 per order, Shop Voucher (seller-funded portion), Free Shipping Program subsidy (seller share), Shopee Coins \u002F Cashback (seller-funded portion), attributed ad cost.","On a representative Shopee Mall order, the seller-realised contribution margin lands ~6–8 percentage points below the in-dashboard income view. The gap concentrates in the Shop Voucher attribution and the Free Shipping Program seller-share lines, which are the two most under-modelled.","On the 4 August 2026 fee schedule that gap now matters much more, because there is much less margin under it. The worked example here — a THB 590 Mall SKU at 55% COGS with a 5% voucher, FSP participation and 8% attributed ad cost — lands at 3.4% contribution, not the 15.8% the same example produced on the fee assumption this post used to carry.","The commission input most accounts get wrong is no longer the Mall flag (the premium is only 0–3.21 points) — it is the schedule date. The 4 August 2026 revision raised 1,382 of 1,437 leaf categories by 2.14 points and deleted the PRIME Seller discount column, so shops on that programme took 3.21.","In our data, applying the framework recovers a 3–5 percentage-point margin lift on a typical Thai Shopee account in the first quarter — without changing pricing, ad spend, or campaign participation.","Limitation: the framework assumes order-line data clean enough to reconstruct fees and vouchers per order. Below ~THB 200K monthly revenue, the operational overhead exceeds recovered margin; simpler heuristics (fixed-rate margin assumption per category) outperform.","abuoztoqyFBU-Con8mSByNu09gzLgsKsbHk7lnQvk7A",{"frontmatter":775,"meta":789,"nodes":815},{"title":626,"description":627,"seo":776,"category":347,"format":223,"platforms":777,"date":628,"updatedAt":483,"readMinutes":537,"tldr":778,"related":779,"sources":780,"cta":788},{"title":733,"description":734},[210],[766,767,768,769,770,771,772],[612,642,654],[781,782,783,784,785,786,787],{"title":738,"url":739,"note":740},{"title":742,"url":743,"note":744},{"title":746,"url":747,"note":748},{"title":750,"url":751,"note":752},{"title":754,"url":755,"note":756},{"title":758,"url":759,"note":760},{"title":762,"note":763},{"title":726,"body":727},{"toc":790},{"title":331,"searchDepth":386,"depth":386,"links":791},[792,795,798,801,804,807,810,813],{"id":793,"depth":386,"text":794},"the-formula","The formula",{"id":796,"depth":386,"text":797},"the-cost-stack-visualised","The cost stack — visualised",{"id":799,"depth":386,"text":800},"a-worked-example","A worked example",{"id":802,"depth":386,"text":803},"where-the-program-specific-traps-hide","Where the program-specific traps hide",{"id":805,"depth":386,"text":806},"sensitivity-what-changes-the-conclusion","Sensitivity — what changes the conclusion",{"id":808,"depth":386,"text":809},"the-operating-procedure","The operating procedure",{"id":811,"depth":386,"text":812},"limitations-and-where-this-argument-breaks","Limitations and where this argument breaks",{"id":577,"depth":386,"text":814},"Methodology",[816,820,836,839,843,846,849,859,865,867,870,908,910,913,919,922,929,934,936,964,966,969,975,1096,1101,1103,1106,1130,1133,1135,1157,1159,1178,1187],[817,818,819],"p",{},"Shopee seller margin is the metric every disciplined Shopee operator wants and almost no in-platform dashboard correctly reports. The Seller Centre's income view nets out commission and the transaction fee, but it rolls up Shop Vouchers, the Free Shipping Program seller-share, Shopee Coins, and ad cost into separate buckets that rarely get reconciled per SKU. The result is a margin number that feels precise (it has decimals) and is structurally wrong (it omits seller-funded promotion lines that compound at scale).",[817,821,822,823,827,828,831,832,835],{},"Five Shopee-specific lines do most of the damage and most of the under-attribution: the program-aware Sale Transaction Fee, where the Mall premium is 0 to 3.21 percentage points depending on the category band and the whole published band spans 7.49% to 19.26% on the schedule effective 4 August 2026 (and sellers who flipped tier, or who were on the discounted-commission programme Shopee deleted at that revision, often run with the old rate in their margin model for months); Shop Voucher mechanics where the seller-funded portion is itemised separately from the platform-funded portion in escrow but reported aggregated in the income view ",[824,825],"blog-cite",{"n":826},"1","; the Free Shipping Program subsidy split, where the seller share is conditional on the program tier the SKU was sold under ",[824,829],{"n":830},"2","; the Shopee Coins \u002F Cashback line, which is the single most under-attributed cost in our sample ",[824,833],{"n":834},"3","; and the ad-cost attribution window, which closes on the platform's reconciliation schedule rather than at click time. Each of those is documented in Shopee's own help center; the work is connecting them at the order line.",[817,837,838],{},"The argument is empirical where it can be (citing Shopee's own help-center documentation and the Open Platform API surface for order-line reconstruction) and acknowledged where it cannot be (the \"in our data\" margin-gap claims are aggregated across the Thai SEA-6 Shopee accounts we model directly; the methodology section at the end describes the sample). With the formula, a worked example with a chart of the cost stack, sensitivity to the inputs that move most, and the operating procedure that applies the reconstruction at production cadence rather than only at quarter close.",[840,841],"blog-pullquote",{"text":842},"The Shopee in-dashboard margin number feels precise and is structurally wrong. The fix is mechanical; the work is per-order data plumbing.",[817,844,845],{},"Thesis: in our data across ~280 Thai SEA-6 Shopee accounts, the gap between the Shopee in-dashboard income view and the order-line-reconstructed contribution margin per SKU averages 4–7 percentage points. The gap is structural — it persists across categories and rolling 90-day windows. Closing it does not require changing pricing, ad spend, or campaign participation; it requires using the right inputs in the right formula.",[847,848,794],"h2",{"id":793},[850,851,854],"pre",{"language":852,"filename":853},"text","Contribution margin per Shopee unit, line by line",[855,856,858],"code",{"class":857},"language-text","Contribution margin = Revenue\n                    − COGS\n                    − Sale Transaction Fee      (Mall: up to 19.26%; non-Mall:\n                                                 7.49–17.12%, VAT-inclusive,\n                                                 schedule effective 4 Aug 2026)\n                    − payment transaction fee    (3.21%, VAT-inclusive)\n                    − Platform Infrastructure Fee (THB 1 per completed order)\n                    − Shop Voucher                (seller-funded portion)\n                    − Free Shipping Program       (seller-share — typically 2–5% effective)\n                    − Shopee Coins \u002F Cashback     (seller-funded portion)\n                    − attributed ad cost\n                    − fulfillment + packaging\n                    − returns provision\n\nContribution margin rate = Contribution margin \u002F Revenue",[817,860,861,862,864],{},"Three of these lines are the ones most accounts under-model. The Sale Transaction Fee rate has to be selected per SKU based on category, Mall status and small-seller status — and stamped with the schedule date, because the 4 August 2026 schedule sits roughly two percentage points above the 1 June 2026 one. A flat-rate assumption can be wrong by nearly ten percentage points on a single SKU: the published non-Mall band alone runs from 7.49% on phones and laptops to 17.12% on apparel. The Free Shipping Program seller-share is opt-in but practically opt-out (non-participation hurts ranking weight on the listing surface), and the seller-funded portion is debited at the order line. The Shopee Coins \u002F Cashback line is the most invisible — Shopee's documentation splits issuance between seller-funded and platform-funded portions depending on the program tier ",[824,863],{"n":834},", and the seller-funded portion lands as a deduction at order close that is easy to miss in a manual reconciliation.",[847,866,797],{"id":796},[817,868,869],{},"The chart below decomposes a representative THB 590 Shopee Mall order on a category with 55% COGS. Each bar is one cost line; the brand-orange bar at the bottom is the contribution margin the seller actually has after the order-line reconstruction.",[871,872],"blog-chart",{"kind":873,"title":874,"labels":875,"values":886,"notes":893,"unit":904,"max":905,"highlight":906,"caption":907},"bar","Cost-stack decomposition of a THB 590 Shopee Mall order, mid-tier category",[876,877,878,879,880,881,882,883,884,885],"Revenue (Shopee in-dashboard view)","COGS (55% category-typical)","Sale Transaction Fee (19.26% of revenue)","Payment transaction fee (3.21%)","Shop Voucher (5% seller-funded)","Free Shipping Program (3% seller-share)","Shopee Coins \u002F Cashback (1.5% seller-funded)","Attributed ad cost (8% of revenue)","Packaging + returns provision (1.5%)","Contribution margin (true seller-realised)",[887,888,889,890,891,598,376,892,376,567],590,325,114,19,30,47,[894,895,896,897,898,899,900,901,902,903],"Gross — what the income summary anchors on","Largest single line; rarely contested","Shopee Mall, general band, VAT-incl., eff. 4 Aug 2026","Flat across categories, VAT-inclusive","Most under-modelled line","Practically mandatory for ranking","The line accounts forget","Platform-attributed, lags ~7 days","Direct fulfillment + reserve","3.4% — vs. ~9.6% in-dashboard view"," THB","600",[370,453,484,376],"The three highlighted middle lines (Shop Voucher, Free Shipping Program seller-share, Shopee Coins) are the lines most accounts under-attribute. Together they account for ~9.5% of revenue on a typical Mall order — nearly three times what is left as contribution margin on this profile once the Sale Transaction Fee schedule effective 4 August 2026 is applied. The in-dashboard income view treats some of these as platform costs; only the order-line reconstruction surfaces the seller-funded portions correctly. The THB 1 Platform Infrastructure Fee is charged per completed order and is folded into the contribution line rather than shown as its own bar.",[847,909,800],{"id":799},[817,911,912],{},"The chart's arithmetic, made explicit:",[850,914,916],{"language":852,"filename":915},"Worked example — Shopee Mall SKU, THB 590 selling price",[855,917,918],{"class":857},"Revenue:                                         THB 590.00\nCOGS (55% supplier cost):                        THB 324.50\nSale Transaction Fee (19.26%, Mall, VAT-incl.):  THB 113.63\nPayment transaction fee (3.21%, VAT-incl.):      THB  18.94\nShop Voucher (5% seller-funded):                 THB  29.50\nFree Shipping Program (3% seller-share):         THB  17.70\nShopee Coins \u002F Cashback (1.5% seller-funded):    THB   8.85\nAttributed ad cost (8% of revenue):              THB  47.20\nPackaging + returns provision (1.5%):            THB   8.85\nPlatform Infrastructure Fee (flat, per order):   THB   1.00\n\nContribution margin per unit  =  THB 19.83   (3.4% of revenue)\nShopee in-dashboard view typically  =  ~THB 57  (~9.6%)\nReconstruction gap  =  ~6.2 percentage points\n\nFee lines are the Shopee schedules effective 4 August 2026 (Sale\nTransaction Fee, Shopee Mall, general category band) and 7 April 2026\n(Payment Transaction Fee). Both are VAT-inclusive as published; do not\ngross them up by 1.07.",[817,920,921],{},"The 6.2-percentage-point gap is the structural mis-attribution Shopee's in-dashboard view produces on this profile. The seller running on the in-dashboard number believes the SKU has ~9.6% margin and prices, discounts, and ad-spends accordingly. The seller running on the order-line reconstruction sees 3.4% and makes different decisions. Across a campaign-heavy quarter and a hundred SKUs, the difference is the operating gap the framework recovers.",[817,923,924,925,928],{},"Two things about this example changed in 2026, and only one of them is a correction. The correction: an earlier version of this post modelled the commission line at 8%, a figure taken from a Shopee fee range the platform no longer publishes. The substantive change: on the Sale Transaction Fee schedule effective 4 August 2026 (4 ส.ค. 2569), a Shopee Mall SKU in a general category pays 19.26% VAT-inclusive, with a 3.21% payment transaction fee on top ",[824,926],{"n":927},"7",". That single input moves this SKU from a comfortable 15.8% contribution margin to 3.4% — same price, same COGS, same voucher tier, same ad spend. The framework in this post did not change; the conclusion it produces on this profile did. At the current schedule, a 55%-COGS Shopee Mall SKU carrying a 5% voucher, Free Shipping Program participation and 8% attributed ad cost does not have a margin problem you can discount your way out of. It has a price problem or a COGS problem, and the reconstruction is what tells you which.",[930,931,933],"blog-question",{"question":932},"How do I calculate true Shopee seller margin?","Reconstruct contribution margin per SKU at the order line, not from the Seller Centre income summary. Subtract from each order's revenue: COGS, the program-aware Sale Transaction Fee (varying by category, Mall status and small-seller status — 7.49–17.12% non-Mall and up to 19.26% Shopee Mall, VAT-inclusive, on the schedule effective 4 August 2026), the 3.21% payment transaction fee, the THB 1 per-order Platform Infrastructure Fee, the seller-funded portion of any Shop Voucher applied, the seller-share of the Free Shipping Program subsidy, the seller-funded portion of Shopee Coins \u002F Cashback, attributed ad cost, packaging, and a category-specific returns reserve. Divide by revenue for the contribution margin rate. The Shopee in-dashboard income view typically overstates margin by 4–7 percentage points on a typical Thai SEA-6 account because it under-attributes the three middle lines (Shop Voucher seller-funded portion, Free Shipping Program seller-share, Shopee Coins seller-funded portion).",[847,935,803],{"id":802},[937,938,939,946,952,955,961],"ul",{},[940,941,942,943,945],"li",{},"Shopee Mall vs. non-Mall Sale Transaction Fee differs by 0 to 3.21 percentage points depending on the category band — smaller than most sellers assume, and zero on phones, tablets, laptops and desktop computers. The expensive error is no longer the Mall flag; it is the schedule date. Two schedules took effect within five months in 2026 (1 June and 4 August), the second raised 1,382 of 1,437 leaf categories by 2.14 points VAT-inclusive, and it deleted the PRIME Seller discounted-commission column entirely, so shops on that programme absorbed 3.21 points ",[824,944],{"n":927},".",[940,947,948,949,951],{},"Free Shipping Program is documented as an opt-in subsidy and is practically mandatory for ranking weight on the listing surface ",[824,950],{"n":830},". The seller-share is debited at the order line on every program-eligible order, and the in-dashboard income view nets it as a platform cost rather than a seller cost.",[940,953,954],{},"Shop Voucher mechanics split between seller-funded and platform-funded portions depending on the campaign tier. The platform-funded portion does not erode margin; the seller-funded portion does. The Seller Centre summary aggregates them.",[940,956,957,958,960],{},"Shopee Coins \u002F Cashback is the line item most accounts forget entirely. Per Shopee's own documentation, the program splits issuance cost between Shopee and the seller ",[824,959],{"n":834}," — the seller-funded portion is real and lands at order close.",[940,962,963],{},"Attributed ad cost is reported at order close, not at click time. Margin reports run at the click-time horizon understate ad cost by 1–7 days; reports run at the order-close horizon match Shopee's own attribution but require waiting for the platform's reconciliation.",[847,965,806],{"id":805},[817,967,968],{},"The cost stack varies meaningfully by category, by program participation, and by campaign-window timing. The table below stress-tests the worked example against the inputs that move most.",[817,970,971],{},[972,973,974],"em",{},"Shopee margin sensitivity — single-input shifts on the worked example",[976,977,978,994],"table",{},[979,980,981],"thead",{},[982,983,984,988,991],"tr",{},[985,986,987],"th",{},"Adjustment",[985,989,990],{},"New contribution margin",[985,992,993],{},"Conclusion",[995,996,997,1009,1020,1031,1042,1053,1064,1075,1086],"tbody",{},[982,998,999,1003,1006],{},[1000,1001,1002],"td",{},"Baseline (worked example, 4 Aug 2026 schedule)",[1000,1004,1005],{},"3.4%",[1000,1007,1008],{},"Reference — a Mall SKU at 55% COGS carrying vouchers, FSP and 8% ads barely clears",[982,1010,1011,1014,1017],{},[1000,1012,1013],{},"Same SKU on the superseded 1 Jun 2026 schedule (17.12%)",[1000,1015,1016],{},"5.5%",[1000,1018,1019],{},"The August revision alone took 2.1 points of contribution off this SKU",[982,1021,1022,1025,1028],{},[1000,1023,1024],{},"Same SKU, shop had been on the PRIME Seller programme",[1000,1026,1027],{},"3.4%, down from 6.6%",[1000,1029,1030],{},"The deleted programme discount cost 3.2 points — half as much again as the headline rise",[982,1032,1033,1036,1039],{},[1000,1034,1035],{},"Demote SKU to non-Mall (19.26% → 16.05%)",[1000,1037,1038],{},"6.6%",[1000,1040,1041],{},"The Mall premium is 3.2 points in this band — now worth re-testing",[982,1043,1044,1047,1050],{},[1000,1045,1046],{},"Free Shipping Program opt-out (where allowed)",[1000,1048,1049],{},"6.4%",[1000,1051,1052],{},"Marginal lift; ranking-weight cost may not offset",[982,1054,1055,1058,1061],{},[1000,1056,1057],{},"Campaign-window voucher tier 5% → 10% (peak)",[1000,1059,1060],{},"−1.6%",[1000,1062,1063],{},"Campaign-week stress; at peak tier this SKU loses money on every order",[982,1065,1066,1069,1072],{},[1000,1067,1068],{},"COGS 55% → 50% (supplier renegotiation)",[1000,1070,1071],{},"8.4%",[1000,1073,1074],{},"COGS is still the largest single lever; non-trivial to move",[982,1076,1077,1080,1083],{},[1000,1078,1079],{},"Ad cost 8% → 6% (audit-driven cut)",[1000,1081,1082],{},"5.4%",[1000,1084,1085],{},"Ad-cost discipline matters; complements voucher discipline",[982,1087,1088,1091,1093],{},[1000,1089,1090],{},"Combined: voucher 4% + ads 6% (audit-driven cleanup)",[1000,1092,1049],{},[1000,1094,1095],{},"The \"all three soft\" recovery — and it no longer gets this SKU back to double digits",[817,1097,1098],{},[972,1099,1100],{},"Each row applies one adjustment relative to the worked-example baseline, which uses the Shopee Sale Transaction Fee schedule effective 4 August 2026 and the payment transaction fee schedule effective 7 April 2026. The framework is mechanical; the input values are not — and the second and third rows are the point: two of the largest single-row swings in this table come from Shopee changing its own schedule, not from anything the seller did.",[847,1102,809],{"id":808},[817,1104,1105],{},"Methodology in principle is methodology in production only when applied at sufficient cadence. The procedure below is the minimum implementation that produces always-on margin reconstruction across a Shopee catalog of any size.",[937,1107,1108,1115,1118,1121,1124,1127],{},[940,1109,1110,1111,1114],{},"Export per-order data from Shopee Open Platform (or Seller Centre CSV for smaller catalogs) ",[824,1112],{"n":1113},"4",". Required fields: order ID, SKU, item amount, voucher amount and platform vs. seller split, free-shipping subsidy, Coins \u002F Cashback seller-funded portion, commission, transaction fee.",[940,1116,1117],{},"Build a category × program (Mall \u002F non-Mall) commission lookup. Apply the correct rate per SKU at the order line — not a flat-rate assumption.",[940,1119,1120],{},"Maintain COGS per SKU. Refresh quarterly; long-tail SKUs without uploaded COGS default to category-mean inference, flagged as approximate.",[940,1122,1123],{},"Allocate ad cost to SKUs using Shopee's ad-attribution where available, with campaign-level pro-rata for the unattributed remainder.",[940,1125,1126],{},"Compute contribution margin per SKU on a rolling 30-day window. Compare against the Shopee in-dashboard income view; the gap (the 4–7 pp typical structural overstate) is the audit's first deliverable.",[940,1128,1129],{},"Surface the per-SKU contribution margin rate as the operating signal for pricing, ad-budget, voucher-tier, and campaign-participation decisions. The in-dashboard number stops being the input.",[840,1131],{"text":1132},"The Shopee margin reconstruction is not a formula, it is a data plumbing project. The formula is the easy part.",[847,1134,812],{"id":811},[937,1136,1137,1140,1143,1146,1149,1154],{},[940,1138,1139],{},"Account-size lower bound. The framework assumes operating capacity to reconstruct order-line economics. Below ~THB 200K monthly revenue, the operational overhead exceeds recovered margin; simpler heuristics (fixed-rate margin assumption per category, refreshed quarterly) outperform.",[940,1141,1142],{},"Open Platform access. Smaller Shopee accounts may rely on Seller Centre CSV exports rather than Open Platform API access — fine for the audit but harder to automate at production cadence.",[940,1144,1145],{},"Negotiated commission. Top-decile Shopee accounts have negotiated commission rates below the public-rate-card values used in the worked example. The framework still applies; the lookup table needs the negotiated terms.",[940,1147,1148],{},"Cross-border sellers. Shopee International Platform sellers face a different commission and customs cost stack not modelled here.",[940,1150,1151,1152,945],{},"Time horizon. Shopee's Sale Transaction Fee schedule shifted twice in the five months to August 2026 alone, and the most recent revision removed a rate column rather than only moving numbers. The framework is robust; the lookup table has to be re-rated at every announcement and stamped with the schedule date, not refreshed on a calendar. Every rate in this post is the schedule effective 4 August 2026, verified 25 August 2026 ",[824,1153],{"n":927},[940,1155,1156],{},"Internal-data scope. The 4–7 percentage-point margin-gap figure and the typical cost-input ranges are aggregated across the Thai SEA-6 Shopee accounts we model directly. They are not population claims about all Shopee sellers; they exclude single-shop operators below the size bound and the negotiated-rate enterprise tier.",[847,1158,814],{"id":577},[817,1160,1161,1162,1164,1165,1167,1168,1170,1171,1174,1175,945],{},"Every Shopee rate used here is the schedule effective 4 August 2026, taken from the DataGlass Marketplace Fee Dataset (Thailand) v2026.08.25 ",[824,1163],{"n":927},", which transcribes Shopee's own published Non-Mall and Mall documents with their VAT treatment and effective dates. Other public-data citations are the Shopee Help Center (payment transaction fee, Shop Voucher, Free Shipping Program, Shopee Coins documentation) ",[824,1166],{"n":826},":blog-cite:blog-cite, the Shopee Open Platform API surface for order-line export ",[824,1169],{"n":1113},", Sea Limited's 4Q25 \u002F 1Q26 investor disclosures referencing Shopee's commission and ad-revenue trajectory ",[824,1172],{"n":1173},"5",", and the Bain e-Conomy SEA 2025 commentary on retail-media inflation that frames the structural cost trajectory ",[824,1176],{"n":1177},"6",[817,1179,1180,1181,1186],{},"Internal-data claims — the 4–7 percentage-point margin gap, the typical cost-input ranges in the worked example, the 3–5 percentage-point margin lift in the first quarter — are aggregated across the Thai SEA-6 Shopee accounts we model directly. The Shopee subset is approximately 280 active accounts across the ",[1182,1183,1185],"a",{"href":1184},"\u002Fen-id\u002Fblog\u002Fmethodology","DataGlass research methodology"," sample frame (Jan 2024 – Apr 2026, 28-month observation window).",[1188,1189,1191],"blog-callout",{"title":1190},"Reconstruct margin from the order line","Shopee seller margin is not what the in-dashboard income view says. It is the order-line reconstruction with Shop Voucher, Free Shipping Program seller-share, and Shopee Coins seller-funded portions correctly attributed — and on a typical Thai SEA-6 account, the difference between the two views is 4–7 percentage points of contribution margin every quarter.",[1193,1194,1195,1196,1197,1198,1199,1200],{"id":793,"depth":386,"text":794},{"id":796,"depth":386,"text":797},{"id":799,"depth":386,"text":800},{"id":802,"depth":386,"text":803},{"id":805,"depth":386,"text":806},{"id":808,"depth":386,"text":809},{"id":811,"depth":386,"text":812},{"id":577,"depth":386,"text":814},{"id":1202,"categories":1203,"domain":1210,"extension":5,"fallback":1211,"home":1214,"industry":1223,"meta":1228,"pricing":1229,"stem":1241,"__hash__":1242},"og_en\u002Fen\u002Fog.yml",[1204,1205,1206,1207,1208,1209],{"slug":347,"label":348},{"slug":350,"label":27},{"slug":352,"label":353},{"slug":355,"label":356},{"slug":361,"label":362},{"slug":364,"label":48},"dataglasslabs.com",{"title":1212,"description":1213},"DataGlass","The decision engine for Shopee, Lazada and TikTok Shop sellers.",{"chart":1215,"metrics":1216},"Net profit, last 30 days",[1217,1220],{"label":1218,"value":1219},"Net profit","฿1.24M",{"label":1221,"value":1222},"Profit ROAS","3.4x",{"axis":1224,"point":1225},"Ad spend",{"label":1226,"value":1227},"Next baht still pays","+฿0.42",{},{"plans":1230},[1231,1235,1238],{"name":1232,"price":1233,"period":1234},"Free","฿0","\u002Fmonth",{"name":1236,"price":1237,"period":1234},"Standard","฿1,499",{"name":1239,"price":1240,"period":1234},"Pro","฿2,499","en\u002Fog","63L8y4Lv8I2q3NvR26fMXU1sE9Wd7TZaz2l_tV6oZuo",[],1792785049149]